Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 97275 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 12.6 MiB |
| Average record size in memory | 136.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 1 |
sema_diff is highly correlated with lema_diff | High correlation |
lema_diff is highly correlated with sema_diff | High correlation |
small_sema_slope is highly correlated with long_sema_slope | High correlation |
long_sema_slope is highly correlated with small_sema_slope | High correlation |
spread_avg has 94637 (97.3%) zeros | Zeros |
tick_sd has 37680 (38.7%) zeros | Zeros |
sema_diff has 46828 (48.1%) zeros | Zeros |
lema_diff has 50467 (51.9%) zeros | Zeros |
diff has 28962 (29.8%) zeros | Zeros |
avg_gain has 44661 (45.9%) zeros | Zeros |
avg_loss has 44646 (45.9%) zeros | Zeros |
ssma_diff has 51439 (52.9%) zeros | Zeros |
lsma_diff has 55268 (56.8%) zeros | Zeros |
sma_diff has 76974 (79.1%) zeros | Zeros |
max_gap has 38468 (39.5%) zeros | Zeros |
min_gap has 37555 (38.6%) zeros | Zeros |
ema_diff has 90921 (93.5%) zeros | Zeros |
Reproduction
| Analysis started | 2021-02-06 07:11:27.004599 |
|---|---|
| Analysis finished | 2021-02-06 07:12:05.154423 |
| Duration | 38.15 seconds |
| Software version | pandas-profiling v2.10.0 |
| Download configuration | config.yaml |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.674119764 × 106 |
|---|---|
| Minimum | 0 |
| Maximum | 0.0011 |
| Zeros | 94637 |
| Zeros (%) | 97.3% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 0.0011 |
| Range | 0.0011 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.553916608 × 105 |
|---|---|
| Coefficient of variation (CV) | 6.951097873 |
| Kurtosis | 189.9811448 |
| Mean | 3.674119764 × 106 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.76549844 |
| Sum | 0.3574 |
| Variance | 6.522490038 × 1010 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 94637 | |
| 0.0001 | 2005 | 2.1% |
| 0.0002 | 428 | 0.4% |
| 0.0003 | 154 | 0.2% |
| 0.0004 | 34 | < 0.1% |
| 0.0005 | 5 | < 0.1% |
| 0.0006 | 4 | < 0.1% |
| 0.0007 | 3 | < 0.1% |
| 0.0008 | 3 | < 0.1% |
| 0.001 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 94637 | |
| 0.0001 | 2005 | 2.1% |
| 0.0002 | 428 | 0.4% |
| 0.0003 | 154 | 0.2% |
| 0.0004 | 34 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.0011 | 1 | < 0.1% |
| 0.001 | 1 | < 0.1% |
| 0.0008 | 3 | |
| 0.0007 | 3 | |
| 0.0006 | 4 |
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.583705988 × 105 |
|---|---|
| Minimum | 0 |
| Maximum | 0.0014 |
| Zeros | 37680 |
| Zeros (%) | 38.7% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.0001 |
| Q3 | 0.0001 |
| 95-th percentile | 0.0001 |
| Maximum | 0.0014 |
| Range | 0.0014 |
| Interquartile range (IQR) | 0.0001 |
Descriptive statistics
| Standard deviation | 5.970141431 × 105 |
|---|---|
| Coefficient of variation (CV) | 0.9068055958 |
| Kurtosis | 18.67945787 |
| Mean | 6.583705988 × 105 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.593747527 |
| Sum | 6.4043 |
| Variance | 3.564258871 × 109 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0001 | 56103 | |
| 0 | 37680 | |
| 0.0002 | 2936 | 3.0% |
| 0.0003 | 375 | 0.4% |
| 0.0004 | 100 | 0.1% |
| 0.0005 | 29 | < 0.1% |
| 0.0006 | 24 | < 0.1% |
| 0.0007 | 11 | < 0.1% |
| 0.001 | 5 | < 0.1% |
| 0.0012 | 4 | < 0.1% |
| Other values (4) | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 37680 | |
| 0.0001 | 56103 | |
| 0.0002 | 2936 | 3.0% |
| 0.0003 | 375 | 0.4% |
| 0.0004 | 100 | 0.1% |
| Value | Count | Frequency (%) |
| 0.0014 | 1 | < 0.1% |
| 0.0012 | 4 | |
| 0.0011 | 2 | < 0.1% |
| 0.001 | 5 | |
| 0.0009 | 3 |
| Distinct | 25 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.00462606 × 107 |
|---|---|
| Minimum | -0.0011 |
| Maximum | 0.0015 |
| Zeros | 46828 |
| Zeros (%) | 48.1% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | -0.0011 |
|---|---|
| 5-th percentile | -0.0001 |
| Q1 | -0.0001 |
| median | 0 |
| Q3 | 0.0001 |
| 95-th percentile | 0.0001 |
| Maximum | 0.0015 |
| Range | 0.0026 |
| Interquartile range (IQR) | 0.0002 |
Descriptive statistics
| Standard deviation | 9.60454422 × 105 |
|---|---|
| Coefficient of variation (CV) | -479.1189943 |
| Kurtosis | 5.928257963 |
| Mean | -2.00462606 × 107 |
| Median Absolute Deviation (MAD) | 0.0001 |
| Skewness | 0.05739741494 |
| Sum | -0.0195 |
| Variance | 9.224726967 × 109 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 46828 | |
| 0.0001 | 21678 | |
| -0.0001 | 20958 | |
| -0.0002 | 3291 | 3.4% |
| 0.0002 | 2992 | 3.1% |
| -0.0003 | 571 | 0.6% |
| 0.0003 | 456 | 0.5% |
| -0.0004 | 147 | 0.2% |
| 0.0004 | 143 | 0.1% |
| -0.0005 | 54 | 0.1% |
| Other values (15) | 157 | 0.2% |
| Value | Count | Frequency (%) |
| -0.0011 | 1 | < 0.1% |
| -0.001 | 2 | < 0.1% |
| -0.0008 | 4 | < 0.1% |
| -0.0007 | 14 | |
| -0.0006 | 30 |
| Value | Count | Frequency (%) |
| 0.0015 | 1 | |
| 0.0013 | 1 | |
| 0.0012 | 1 | |
| 0.0011 | 2 | |
| 0.001 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -5.345669494 × 108 |
|---|---|
| Minimum | -0.001 |
| Maximum | 0.0013 |
| Zeros | 50467 |
| Zeros (%) | 51.9% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | -0.001 |
|---|---|
| 5-th percentile | -0.0001 |
| Q1 | -0 |
| median | -0 |
| Q3 | 0 |
| 95-th percentile | 0.0001 |
| Maximum | 0.0013 |
| Range | 0.0023 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 8.894294186 × 105 |
|---|---|
| Coefficient of variation (CV) | -1663.831667 |
| Kurtosis | 5.494937795 |
| Mean | -5.345669494 × 108 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.0525030109 |
| Sum | -0.0052 |
| Variance | 7.910846907 × 109 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 50467 | |
| 0.0001 | 20626 | |
| -0.0001 | 20013 | 20.6% |
| -0.0002 | 2615 | 2.7% |
| 0.0002 | 2377 | 2.4% |
| -0.0003 | 441 | 0.5% |
| 0.0003 | 373 | 0.4% |
| -0.0004 | 110 | 0.1% |
| 0.0004 | 94 | 0.1% |
| 0.0005 | 45 | < 0.1% |
| Other values (12) | 114 | 0.1% |
| Value | Count | Frequency (%) |
| -0.001 | 1 | < 0.1% |
| -0.0009 | 2 | < 0.1% |
| -0.0008 | 1 | < 0.1% |
| -0.0007 | 8 | |
| -0.0006 | 19 |
| Value | Count | Frequency (%) |
| 0.0013 | 1 | < 0.1% |
| 0.0011 | 2 | < 0.1% |
| 0.001 | 3 | < 0.1% |
| 0.0008 | 4 | |
| 0.0007 | 9 |
| Distinct | 46 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.220508867 × 107 |
|---|---|
| Minimum | -0.0024 |
| Maximum | 0.0038 |
| Zeros | 28962 |
| Zeros (%) | 29.8% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | -0.0024 |
|---|---|
| 5-th percentile | -0.0002 |
| Q1 | -0.0001 |
| median | 0 |
| Q3 | 0.0001 |
| 95-th percentile | 0.0002 |
| Maximum | 0.0038 |
| Range | 0.0062 |
| Interquartile range (IQR) | 0.0002 |
Descriptive statistics
| Standard deviation | 0.0001649373894 |
|---|---|
| Coefficient of variation (CV) | -742.7909514 |
| Kurtosis | 11.28646993 |
| Mean | -2.220508867 × 107 |
| Median Absolute Deviation (MAD) | 0.0001 |
| Skewness | 0.1276926376 |
| Sum | -0.0216 |
| Variance | 2.720434241 × 108 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| -0 | 28962 | |
| 0.0001 | 20765 | |
| -0.0001 | 19997 | |
| -0.0002 | 9072 | 9.3% |
| 0.0002 | 8968 | 9.2% |
| 0.0003 | 3146 | 3.2% |
| -0.0003 | 3055 | 3.1% |
| -0.0004 | 1068 | 1.1% |
| 0.0004 | 931 | 1.0% |
| -0.0005 | 373 | 0.4% |
| Other values (36) | 938 | 1.0% |
| Value | Count | Frequency (%) |
| -0.0024 | 1 | |
| -0.0022 | 1 | |
| -0.0021 | 1 | |
| -0.002 | 1 | |
| -0.0019 | 2 |
| Value | Count | Frequency (%) |
| 0.0038 | 1 | |
| 0.0025 | 1 | |
| 0.0024 | 2 | |
| 0.0022 | 1 | |
| 0.0021 | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.628578772 × 105 |
|---|---|
| Minimum | 0 |
| Maximum | 0.0005 |
| Zeros | 44661 |
| Zeros (%) | 45.9% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.0001 |
| Q3 | 0.0001 |
| 95-th percentile | 0.0001 |
| Maximum | 0.0005 |
| Range | 0.0005 |
| Interquartile range (IQR) | 0.0001 |
Descriptive statistics
| Standard deviation | 5.464090768 × 105 |
|---|---|
| Coefficient of variation (CV) | 0.9707762811 |
| Kurtosis | 0.4772623481 |
| Mean | 5.628578772 × 105 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.4174148373 |
| Sum | 5.4752 |
| Variance | 2.985628792 × 109 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0001 | 50826 | |
| 0 | 44661 | |
| 0.0002 | 1497 | 1.5% |
| 0.0003 | 239 | 0.2% |
| 0.0004 | 45 | < 0.1% |
| 0.0005 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 44661 | |
| 0.0001 | 50826 | |
| 0.0002 | 1497 | 1.5% |
| 0.0003 | 239 | 0.2% |
| 0.0004 | 45 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.0005 | 7 | < 0.1% |
| 0.0004 | 45 | < 0.1% |
| 0.0003 | 239 | 0.2% |
| 0.0002 | 1497 | 1.5% |
| 0.0001 | 50826 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.652428682 × 105 |
|---|---|
| Minimum | 0 |
| Maximum | 0.0007 |
| Zeros | 44646 |
| Zeros (%) | 45.9% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.0001 |
| Q3 | 0.0001 |
| 95-th percentile | 0.0001 |
| Maximum | 0.0007 |
| Range | 0.0007 |
| Interquartile range (IQR) | 0.0001 |
Descriptive statistics
| Standard deviation | 5.496195102 × 105 |
|---|---|
| Coefficient of variation (CV) | 0.9723599202 |
| Kurtosis | 0.8847705382 |
| Mean | 5.652428682 × 105 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.4444679813 |
| Sum | 5.4984 |
| Variance | 3.02081606 × 109 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0001 | 50562 | |
| 0 | 44646 | |
| 0.0002 | 1845 | 1.9% |
| 0.0003 | 177 | 0.2% |
| 0.0004 | 32 | < 0.1% |
| 0.0005 | 7 | < 0.1% |
| 0.0006 | 4 | < 0.1% |
| 0.0007 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 44646 | |
| 0.0001 | 50562 | |
| 0.0002 | 1845 | 1.9% |
| 0.0003 | 177 | 0.2% |
| 0.0004 | 32 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.0007 | 2 | < 0.1% |
| 0.0006 | 4 | < 0.1% |
| 0.0005 | 7 | < 0.1% |
| 0.0004 | 32 | < 0.1% |
| 0.0003 | 177 |
rsi
Real number (ℝ≥0)
| Distinct | 90531 |
|---|---|
| Distinct (%) | 93.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.09417742 |
|---|---|
| Minimum | 0 |
| Maximum | 99.9999 |
| Zeros | 6 |
| Zeros (%) | < 0.1% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 20.44418 |
| Q1 | 36.80385 |
| median | 49.9514 |
| Q3 | 63.203 |
| 95-th percentile | 80.31747 |
| Maximum | 99.9999 |
| Range | 99.9999 |
| Interquartile range (IQR) | 26.39915 |
Descriptive statistics
| Standard deviation | 18.23571151 |
|---|---|
| Coefficient of variation (CV) | 0.3640285647 |
| Kurtosis | -0.5069269952 |
| Mean | 50.09417742 |
| Median Absolute Deviation (MAD) | 13.1937 |
| Skewness | 0.02980853398 |
| Sum | 4872911.108 |
| Variance | 332.5411741 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 99.9999 | 19 | < 0.1% |
| 0 | 6 | < 0.1% |
| 64.8222 | 4 | < 0.1% |
| 55.1098 | 4 | < 0.1% |
| 34.8115 | 4 | < 0.1% |
| 51.9719 | 4 | < 0.1% |
| 49.0983 | 4 | < 0.1% |
| 55.7081 | 4 | < 0.1% |
| 45.7921 | 4 | < 0.1% |
| 54.2679 | 4 | < 0.1% |
| Other values (90521) | 97218 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.1311 | 1 | < 0.1% |
| 0.134 | 1 | < 0.1% |
| 0.3523 | 1 | < 0.1% |
| 0.3666 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 99.9999 | 19 | |
| 99.9725 | 1 | < 0.1% |
| 99.8059 | 1 | < 0.1% |
| 99.8029 | 1 | < 0.1% |
| 99.7942 | 1 | < 0.1% |
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.467232074 × 107 |
|---|---|
| Minimum | -0.0011 |
| Maximum | 0.0009 |
| Zeros | 51439 |
| Zeros (%) | 52.9% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | -0.0011 |
|---|---|
| 5-th percentile | -0.0001 |
| Q1 | 0 |
| median | -0 |
| Q3 | 0 |
| 95-th percentile | 0.0001 |
| Maximum | 0.0009 |
| Range | 0.002 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 8.645992108 × 105 |
|---|---|
| Coefficient of variation (CV) | -350.4328676 |
| Kurtosis | 4.430447189 |
| Mean | -2.467232074 × 107 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.01963178616 |
| Sum | -0.024 |
| Variance | 7.475317954 × 109 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 51439 | |
| 0.0001 | 20194 | 20.8% |
| -0.0001 | 19901 | 20.5% |
| -0.0002 | 2454 | 2.5% |
| 0.0002 | 2254 | 2.3% |
| -0.0003 | 383 | 0.4% |
| 0.0003 | 345 | 0.4% |
| -0.0004 | 109 | 0.1% |
| 0.0004 | 74 | 0.1% |
| 0.0005 | 34 | < 0.1% |
| Other values (10) | 88 | 0.1% |
| Value | Count | Frequency (%) |
| -0.0011 | 1 | < 0.1% |
| -0.0009 | 1 | < 0.1% |
| -0.0008 | 3 | < 0.1% |
| -0.0007 | 3 | < 0.1% |
| -0.0006 | 10 |
| Value | Count | Frequency (%) |
| 0.0009 | 1 | < 0.1% |
| 0.0008 | 8 | < 0.1% |
| 0.0007 | 11 | < 0.1% |
| 0.0006 | 16 | |
| 0.0005 | 34 |
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.806476484 × 107 |
|---|---|
| Minimum | -0.0011 |
| Maximum | 0.0008 |
| Zeros | 55268 |
| Zeros (%) | 56.8% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | -0.0011 |
|---|---|
| 5-th percentile | -0.0001 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.0001 |
| Maximum | 0.0008 |
| Range | 0.0019 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7.989898031 × 105 |
|---|---|
| Coefficient of variation (CV) | -284.694993 |
| Kurtosis | 4.391854056 |
| Mean | -2.806476484 × 107 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.009993661051 |
| Sum | -0.0273 |
| Variance | 6.383847054 × 109 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 55268 | |
| 0.0001 | 18846 | 19.4% |
| -0.0001 | 18817 | 19.3% |
| -0.0002 | 1825 | 1.9% |
| 0.0002 | 1726 | 1.8% |
| -0.0003 | 313 | 0.3% |
| 0.0003 | 263 | 0.3% |
| -0.0004 | 76 | 0.1% |
| 0.0004 | 56 | 0.1% |
| 0.0005 | 26 | < 0.1% |
| Other values (8) | 59 | 0.1% |
| Value | Count | Frequency (%) |
| -0.0011 | 1 | < 0.1% |
| -0.0008 | 1 | < 0.1% |
| -0.0007 | 6 | < 0.1% |
| -0.0006 | 7 | |
| -0.0005 | 16 |
| Value | Count | Frequency (%) |
| 0.0008 | 2 | < 0.1% |
| 0.0007 | 7 | < 0.1% |
| 0.0006 | 19 | < 0.1% |
| 0.0005 | 26 | |
| 0.0004 | 56 |
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.734515549 × 107 |
|---|---|
| Minimum | -0.0007 |
| Maximum | 0.0006 |
| Zeros | 76974 |
| Zeros (%) | 79.1% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | -0.0007 |
|---|---|
| 5-th percentile | -0.0001 |
| Q1 | -0 |
| median | -0 |
| Q3 | 0 |
| 95-th percentile | 0.0001 |
| Maximum | 0.0006 |
| Range | 0.0013 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 4.914223281 × 105 |
|---|---|
| Coefficient of variation (CV) | -179.7109284 |
| Kurtosis | 6.050875374 |
| Mean | -2.734515549 × 107 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.003526862233 |
| Sum | -0.0266 |
| Variance | 2.414959045 × 109 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 76974 | |
| -0.0001 | 9844 | 10.1% |
| 0.0001 | 9707 | 10.0% |
| -0.0002 | 353 | 0.4% |
| 0.0002 | 278 | 0.3% |
| -0.0003 | 47 | < 0.1% |
| 0.0003 | 42 | < 0.1% |
| 0.0004 | 12 | < 0.1% |
| -0.0004 | 8 | < 0.1% |
| 0.0005 | 5 | < 0.1% |
| Other values (3) | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| -0.0007 | 1 | < 0.1% |
| -0.0005 | 2 | < 0.1% |
| -0.0004 | 8 | < 0.1% |
| -0.0003 | 47 | < 0.1% |
| -0.0002 | 353 |
| Value | Count | Frequency (%) |
| 0.0006 | 2 | < 0.1% |
| 0.0005 | 5 | < 0.1% |
| 0.0004 | 12 | < 0.1% |
| 0.0003 | 42 | < 0.1% |
| 0.0002 | 278 |
| Distinct | 36 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0001750717039 |
|---|---|
| Minimum | 0 |
| Maximum | 0.0049 |
| Zeros | 38468 |
| Zeros (%) | 39.5% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.0001 |
| Q3 | 0.0003 |
| 95-th percentile | 0.0006 |
| Maximum | 0.0049 |
| Range | 0.0049 |
| Interquartile range (IQR) | 0.0003 |
Descriptive statistics
| Standard deviation | 0.0002291780514 |
|---|---|
| Coefficient of variation (CV) | 1.309052498 |
| Kurtosis | 17.51463623 |
| Mean | 0.0001750717039 |
| Median Absolute Deviation (MAD) | 0.0001 |
| Skewness | 2.742295057 |
| Sum | 17.0301 |
| Variance | 5.252257926 × 108 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 38468 | |
| 0.0001 | 18180 | |
| 0.0002 | 14338 | 14.7% |
| 0.0003 | 9798 | 10.1% |
| 0.0004 | 6413 | 6.6% |
| 0.0005 | 3970 | 4.1% |
| 0.0006 | 2331 | 2.4% |
| 0.0007 | 1448 | 1.5% |
| 0.0008 | 801 | 0.8% |
| 0.0009 | 480 | 0.5% |
| Other values (26) | 1048 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 38468 | |
| 0.0001 | 18180 | |
| 0.0002 | 14338 | 14.7% |
| 0.0003 | 9798 | 10.1% |
| 0.0004 | 6413 | 6.6% |
| Value | Count | Frequency (%) |
| 0.0049 | 2 | |
| 0.0041 | 1 | |
| 0.0038 | 1 | |
| 0.0037 | 1 | |
| 0.0035 | 1 |
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0001751087124 |
|---|---|
| Minimum | -0.0042 |
| Maximum | 0 |
| Zeros | 37555 |
| Zeros (%) | 38.6% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | -0.0042 |
|---|---|
| 5-th percentile | -0.0006 |
| Q1 | -0.0003 |
| median | -0.0001 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 0 |
| Range | 0.0042 |
| Interquartile range (IQR) | 0.0003 |
Descriptive statistics
| Standard deviation | 0.0002248351011 |
|---|---|
| Coefficient of variation (CV) | -1.283974384 |
| Kurtosis | 20.92643951 |
| Mean | -0.0001751087124 |
| Median Absolute Deviation (MAD) | 0.0001 |
| Skewness | -2.896363137 |
| Sum | -17.0337 |
| Variance | 5.055082268 × 108 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 37555 | |
| -0.0001 | 18359 | |
| -0.0002 | 14640 | 15.1% |
| -0.0003 | 10321 | 10.6% |
| -0.0004 | 6732 | 6.9% |
| -0.0005 | 4044 | 4.2% |
| -0.0006 | 2206 | 2.3% |
| -0.0007 | 1275 | 1.3% |
| -0.0008 | 775 | 0.8% |
| -0.0009 | 461 | 0.5% |
| Other values (29) | 907 | 0.9% |
| Value | Count | Frequency (%) |
| -0.0042 | 3 | |
| -0.0041 | 2 | |
| -0.0037 | 2 | |
| -0.0036 | 2 | |
| -0.0035 | 3 |
| Value | Count | Frequency (%) |
| 0 | 37555 | |
| -0.0001 | 18359 | |
| -0.0002 | 14640 | 15.1% |
| -0.0003 | 10321 | 10.6% |
| -0.0004 | 6732 | 6.9% |
| Distinct | 90577 |
|---|---|
| Distinct (%) | 93.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3816632814 |
|---|---|
| Minimum | -89.3214 |
| Maximum | 89.3537 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | -89.3214 |
|---|---|
| 5-th percentile | -85.16269 |
| Q1 | -77.05445 |
| median | 2.9331 |
| Q3 | 77.07555 |
| 95-th percentile | 84.98769 |
| Maximum | 89.3537 |
| Range | 178.6751 |
| Interquartile range (IQR) | 154.13 |
Descriptive statistics
| Standard deviation | 72.03570253 |
|---|---|
| Coefficient of variation (CV) | 188.741506 |
| Kurtosis | -1.833594382 |
| Mean | 0.3816632814 |
| Median Absolute Deviation (MAD) | 76.6232 |
| Skewness | -0.0123551797 |
| Sum | 37126.2957 |
| Variance | 5189.142439 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 82.9679 | 5 | < 0.1% |
| 80.7001 | 5 | < 0.1% |
| -82.8755 | 4 | < 0.1% |
| 85.9865 | 4 | < 0.1% |
| -84.3737 | 4 | < 0.1% |
| -84.1086 | 4 | < 0.1% |
| -83.319 | 4 | < 0.1% |
| 82.4657 | 4 | < 0.1% |
| 83.8463 | 4 | < 0.1% |
| -84.0958 | 4 | < 0.1% |
| Other values (90567) | 97233 |
| Value | Count | Frequency (%) |
| -89.3214 | 1 | |
| -89.2971 | 1 | |
| -89.2218 | 1 | |
| -89.0979 | 1 | |
| -89.0924 | 1 |
| Value | Count | Frequency (%) |
| 89.3537 | 1 | |
| 89.3536 | 1 | |
| 89.2805 | 1 | |
| 89.2754 | 1 | |
| 89.2468 | 1 |
| Distinct | 90758 |
|---|---|
| Distinct (%) | 93.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2796654649 |
|---|---|
| Minimum | -89.2818 |
| Maximum | 89.266 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | -89.2818 |
|---|---|
| 5-th percentile | -84.9107 |
| Q1 | -76.41475 |
| median | 1.7959 |
| Q3 | 76.45635 |
| 95-th percentile | 84.74138 |
| Maximum | 89.266 |
| Range | 178.5478 |
| Interquartile range (IQR) | 152.8711 |
Descriptive statistics
| Standard deviation | 71.42078063 |
|---|---|
| Coefficient of variation (CV) | 255.3793356 |
| Kurtosis | -1.825647137 |
| Mean | 0.2796654649 |
| Median Absolute Deviation (MAD) | 76.2495 |
| Skewness | -0.009140784326 |
| Sum | 27204.4581 |
| Variance | 5100.927906 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 84.0612 | 5 | < 0.1% |
| 84.7738 | 5 | < 0.1% |
| 82.5631 | 5 | < 0.1% |
| -77.8509 | 5 | < 0.1% |
| -84.335 | 5 | < 0.1% |
| 81.3593 | 5 | < 0.1% |
| 82.5601 | 4 | < 0.1% |
| 83.2559 | 4 | < 0.1% |
| 83.5499 | 4 | < 0.1% |
| -83.8987 | 4 | < 0.1% |
| Other values (90748) | 97229 |
| Value | Count | Frequency (%) |
| -89.2818 | 1 | |
| -89.2705 | 1 | |
| -89.1621 | 1 | |
| -89.1297 | 1 | |
| -89.0938 | 1 |
| Value | Count | Frequency (%) |
| 89.266 | 1 | |
| 89.2562 | 1 | |
| 89.248 | 1 | |
| 89.2476 | 1 | |
| 89.2052 | 1 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.909277821 × 107 |
|---|---|
| Minimum | -0.0004 |
| Maximum | 0.0003 |
| Zeros | 90921 |
| Zeros (%) | 93.5% |
| Memory size | 760.1 KiB |
Quantile statistics
| Minimum | -0.0004 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | -0 |
| Q3 | -0 |
| 95-th percentile | -0 |
| Maximum | 0.0003 |
| Range | 0.0007 |
| Interquartile range (IQR) | -0 |
Descriptive statistics
| Standard deviation | 2.655253237 × 105 |
|---|---|
| Coefficient of variation (CV) | -91.26846595 |
| Kurtosis | 16.89019235 |
| Mean | -2.909277821 × 107 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.08299948553 |
| Sum | -0.0283 |
| Variance | 7.050369754 × 1010 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 90921 | |
| -0.0001 | 3253 | 3.3% |
| 0.0001 | 2960 | 3.0% |
| -0.0002 | 64 | 0.1% |
| 0.0002 | 62 | 0.1% |
| 0.0003 | 10 | < 0.1% |
| -0.0003 | 4 | < 0.1% |
| -0.0004 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -0.0004 | 1 | < 0.1% |
| -0.0003 | 4 | < 0.1% |
| -0.0002 | 64 | 0.1% |
| -0.0001 | 3253 | 3.3% |
| 0 | 90921 |
| Value | Count | Frequency (%) |
| 0.0003 | 10 | < 0.1% |
| 0.0002 | 62 | 0.1% |
| 0.0001 | 2960 | 3.0% |
| 0 | 90921 | |
| -0.0001 | 3253 | 3.3% |
direction
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 760.1 KiB |
| same | |
|---|---|
| decrease | |
| increase |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 4.85304549 |
| Min length | 4 |
Characters and Unicode
| Total characters | 472080 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | same |
|---|---|
| 2nd row | same |
| 3rd row | same |
| 4th row | same |
| 5th row | decrease |
| Value | Count | Frequency (%) |
| same | 76530 | |
| decrease | 10637 | 10.9% |
| increase | 10108 | 10.4% |
| Value | Count | Frequency (%) |
| same | 76530 | |
| decrease | 10637 | 10.9% |
| increase | 10108 | 10.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 128657 | |
| s | 97275 | |
| a | 97275 | |
| m | 76530 | |
| c | 20745 | 4.4% |
| r | 20745 | 4.4% |
| d | 10637 | 2.3% |
| i | 10108 | 2.1% |
| n | 10108 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 472080 |
Most frequent character per category
| Value | Count | Frequency (%) |
| e | 128657 | |
| s | 97275 | |
| a | 97275 | |
| m | 76530 | |
| c | 20745 | 4.4% |
| r | 20745 | 4.4% |
| d | 10637 | 2.3% |
| i | 10108 | 2.1% |
| n | 10108 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 472080 |
Most frequent character per script
| Value | Count | Frequency (%) |
| e | 128657 | |
| s | 97275 | |
| a | 97275 | |
| m | 76530 | |
| c | 20745 | 4.4% |
| r | 20745 | 4.4% |
| d | 10637 | 2.3% |
| i | 10108 | 2.1% |
| n | 10108 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 472080 |
Most frequent character per block
| Value | Count | Frequency (%) |
| e | 128657 | |
| s | 97275 | |
| a | 97275 | |
| m | 76530 | |
| c | 20745 | 4.4% |
| r | 20745 | 4.4% |
| d | 10637 | 2.3% |
| i | 10108 | 2.1% |
| n | 10108 | 2.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| spread_avg | tick_sd | sema_diff | lema_diff | diff | avg_gain | avg_loss | rsi | ssma_diff | lsma_diff | sma_diff | max_gap | min_gap | small_sema_slope | long_sema_slope | ema_diff | direction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.0001 | 0.0000 | 0.0000 | 0.0000 | -0.0000 | 0.0000 | 0.0000 | 60.7942 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | -0.0001 | 70.6128 | 73.9442 | 0.0000 | same |
| 1 | 0.0001 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0001 | 0.0000 | 62.4031 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | -0.0001 | 66.9888 | 69.3840 | 0.0000 | same |
| 2 | 0.0001 | 0.0000 | 0.0000 | 0.0000 | -0.0000 | 0.0001 | 0.0000 | 66.4163 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | -0.0001 | 61.4326 | 64.5101 | 0.0000 | same |
| 3 | 0.0001 | 0.0000 | -0.0000 | -0.0000 | -0.0001 | 0.0001 | 0.0000 | 62.3975 | -0.0000 | 0.0000 | 0.0000 | 0.0001 | 0.0000 | 34.3602 | 48.1935 | -0.0000 | same |
| 4 | 0.0000 | 0.0001 | -0.0001 | -0.0000 | -0.0001 | 0.0001 | 0.0000 | 57.6051 | -0.0000 | -0.0000 | -0.0000 | 0.0002 | 0.0000 | -51.5325 | -27.3533 | -0.0000 | decrease |
| 5 | 0.0000 | 0.0001 | -0.0001 | -0.0001 | -0.0003 | 0.0000 | 0.0001 | 44.7157 | -0.0001 | -0.0001 | -0.0000 | 0.0005 | 0.0000 | -79.4475 | -74.5238 | -0.0000 | decrease |
| 6 | 0.0000 | 0.0000 | -0.0001 | -0.0001 | -0.0001 | 0.0000 | 0.0000 | 51.7796 | -0.0001 | -0.0001 | -0.0000 | 0.0005 | 0.0000 | -83.8210 | -82.0735 | -0.0000 | decrease |
| 7 | 0.0000 | 0.0001 | -0.0002 | -0.0002 | -0.0003 | 0.0000 | 0.0001 | 32.2821 | -0.0002 | -0.0001 | -0.0001 | 0.0007 | 0.0000 | -85.6097 | -84.8072 | -0.0001 | same |
| 8 | 0.0000 | 0.0002 | -0.0000 | -0.0000 | 0.0002 | 0.0000 | 0.0001 | 34.3185 | -0.0001 | -0.0001 | -0.0001 | 0.0004 | -0.0002 | -85.5224 | -85.2469 | -0.0000 | same |
| 9 | 0.0000 | 0.0001 | -0.0000 | -0.0000 | -0.0001 | 0.0000 | 0.0001 | 29.8226 | -0.0001 | -0.0001 | -0.0001 | 0.0002 | -0.0002 | -84.0414 | -84.7329 | -0.0000 | same |
Last rows
| spread_avg | tick_sd | sema_diff | lema_diff | diff | avg_gain | avg_loss | rsi | ssma_diff | lsma_diff | sma_diff | max_gap | min_gap | small_sema_slope | long_sema_slope | ema_diff | direction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 97265 | 0.0000 | 0.0000 | -0.0001 | -0.0001 | -0.0001 | 0.0 | 0.0001 | 21.3367 | -0.0001 | -0.0001 | -0.0 | 0.0004 | 0.0000 | -83.7900 | -83.8918 | -0.0 | same |
| 97266 | 0.0000 | 0.0000 | -0.0001 | -0.0001 | -0.0000 | 0.0 | 0.0001 | 21.4106 | -0.0001 | -0.0001 | -0.0 | 0.0003 | 0.0000 | -83.4840 | -83.6670 | -0.0 | same |
| 97267 | 0.0000 | 0.0001 | -0.0001 | -0.0001 | -0.0001 | 0.0 | 0.0001 | 19.3442 | -0.0001 | -0.0001 | -0.0 | 0.0004 | 0.0000 | -83.6508 | -83.5229 | -0.0 | same |
| 97268 | 0.0000 | 0.0001 | -0.0000 | -0.0000 | 0.0001 | 0.0 | 0.0001 | 11.0753 | -0.0001 | -0.0001 | -0.0 | 0.0002 | -0.0001 | -82.6085 | -82.9553 | -0.0 | same |
| 97269 | 0.0000 | 0.0000 | -0.0001 | -0.0001 | -0.0001 | 0.0 | 0.0001 | 10.7551 | -0.0001 | -0.0001 | -0.0 | 0.0002 | 0.0000 | -80.9346 | -81.9282 | -0.0 | same |
| 97270 | 0.0000 | 0.0001 | 0.0000 | -0.0000 | 0.0001 | 0.0 | 0.0001 | 18.5846 | -0.0000 | -0.0000 | -0.0 | 0.0001 | -0.0001 | -76.6986 | -78.8993 | -0.0 | same |
| 97271 | 0.0000 | 0.0001 | -0.0000 | -0.0000 | -0.0001 | 0.0 | 0.0001 | 18.1345 | -0.0000 | -0.0000 | -0.0 | 0.0001 | 0.0000 | -70.7884 | -75.4659 | -0.0 | same |
| 97272 | 0.0000 | 0.0000 | -0.0001 | -0.0001 | -0.0001 | 0.0 | 0.0001 | 17.7358 | -0.0000 | -0.0000 | -0.0 | 0.0002 | 0.0000 | -73.6280 | -73.3139 | -0.0 | same |
| 97273 | 0.0000 | 0.0001 | -0.0001 | -0.0001 | -0.0001 | 0.0 | 0.0001 | 12.9851 | -0.0001 | -0.0000 | -0.0 | 0.0003 | 0.0000 | -77.0600 | -76.3334 | -0.0 | decrease |
| 97274 | 0.0001 | 0.0001 | -0.0001 | -0.0001 | -0.0002 | 0.0 | 0.0001 | 13.0219 | -0.0001 | -0.0001 | -0.0 | 0.0005 | 0.0000 | -81.8753 | -79.9184 | -0.0 | same |